{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Unify and clean-up intersections of divided roads\n",
    "\n",
    "Author: [Geoff Boeing](https://geoffboeing.com/)\n",
    "\n",
    "Divided roads are represented by separate centerline edges. The intersection of two divided roads thus creates 4 nodes, representing where each edge intersects a perpendicular edge. These 4 nodes represent a single intersection in the real world. Roundabouts similarly create a cluster of intersections where each edge connects to the roundabout. This function cleans up these clusters by buffering their points to an arbitrary distance, merging overlapping buffers, and returning a GeoSeries of their centroids. For best results, the tolerance argument should be adjusted to approximately match street design standards in the specific street network.\n",
    "\n",
    "  - [Overview of OSMnx](http://geoffboeing.com/2016/11/osmnx-python-street-networks/)\n",
    "  - [GitHub repo](https://github.com/gboeing/osmnx)\n",
    "  - [Examples, demos, tutorials](https://github.com/gboeing/osmnx-examples)\n",
    "  - [Documentation](https://osmnx.readthedocs.io/en/stable/)\n",
    "  - [Journal article/citation](http://geoffboeing.com/publications/osmnx-complex-street-networks/)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'0.11'"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "import osmnx as ox\n",
    "ox.config(use_cache=True, log_console=True)\n",
    "%matplotlib inline\n",
    "ox.__version__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 721.351x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# get a street network and plot it with all edge intersections\n",
    "address = '2700 Shattuck Ave, Berkeley, CA'\n",
    "G = ox.graph_from_address(address, network_type='drive', distance=750)\n",
    "G_proj = ox.project_graph(G)\n",
    "fig, ax = ox.plot_graph(G_proj, fig_height=10, node_color='orange', node_size=30, \n",
    "                        node_zorder=2, node_edgecolor='k')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Clean up the intersections\n",
    "\n",
    "We'll specify that any nodes with 15 meters of each other in this network are part of the same intersection. Adjust this tolerance based on the street design standards in the community you are examining, and use a projected graph to work in meaningful units like meters. We'll also specify that we do not want dead-ends returned in our list of cleaned intersections. Then we extract their xy coordinates and plot it to show how the clean intersections below compare to the topological edge intersections above."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# clean up the intersections and extract their xy coords\n",
    "intersections = ox.clean_intersections(G_proj, tolerance=15, dead_ends=False)\n",
    "points = np.array([point.xy for point in intersections])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 721.351x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the cleaned-up intersections\n",
    "fig, ax = ox.plot_graph(G_proj, fig_height=10, show=False, close=False, node_alpha=0)\n",
    "ax.scatter(x=points[:,0], y=points[:,1], zorder=2, color='#66ccff', edgecolors='k')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Note that these cleaned up intersections give us more accurate intersection counts and densities, but do not alter or integrate with the network's topology."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python (ox)",
   "language": "python",
   "name": "ox"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
